Peec AI ↗
Recurring prompt analytics and software-first AI-search measurement.
← All toolsAnother direction / 01 Another direction / 02 Another direction / 03
The selection guideSource-backed research ↗
AI Search Monitoring / Managed answer-engine optimization research and implementation service.
RankVyze
Managed answer-engine optimization with prompt research, audits, and reviewable fixes
AEO researchAI visibility monitoringGEO implementation
Why it stands out
Separates research, audit, implementation, and directory-promotion products.
Source review: · Public-source research, not a hands-on test
↗ Best for
Founders and lean marketing teams needing prioritized AEO fixes.
! Know before you buy
Managed one-time service with manual analyst research; no checked public API or mature continuous-monitoring terms.
01 / Editorial assessment
Is RankVyze for you?
The AICiteKit take
RankVyze is a reasonable fit for a bounded, hands-on AEO sprint when a team wants findings and implementation. Its documentation states that analysts manually research prompts across four named engines, publishes a score formula, and routes fixes through reviewable changes. The $99 Sprint is a one-time service with a 45-day conditional guarantee, not proof of a mature recurring dashboard, API, citation accuracy, or revenue lift. TrustMRR supports company identity context, but no usable independent customer-review sample or controlled outcome study was found.
A good fit if you are…
- Founders and lean marketing teams needing prioritized AEO fixes.
- Agencies packaging a small-scope research and implementation engagement.
- GitHub-managed sites that want reviewable diffs and pull requests.
Consider another option if…
- Data-platform buyers needing raw API access and large recurring prompt panels.
- Enterprises requiring public governance, SSO, retention, and multi-workspace terms.
- Teams wanting a long-term trend dashboard without a services relationship.
02 / Scope, not promises
Features & coverage
- Named engines
ChatGPT, Perplexity, Gemini, and Claude; complete model, country, language, and refresh matrix is not published.
Archived research · Research dated 2026-10-15; confirm current termsResearch excerpt · Engine, language, and region coverage- Score formula
AI Visibility Score weights mention rate 50%, citation rate 30%, and position 20%; position credit declines after fifth place.
Archived research · Research dated 2026-10-15; confirm current termsResearch excerpt · AI Visibility Score- Connections
GitHub, Shopify, WordPress, and code upload are described as onboarding requests; automated OAuth is in development.
Archived research · Research dated 2026-10-15; confirm access and retentionResearch excerpt · Integrations and implementation- Guarantee boundary
Pricing page says refund applies if fewer than two engines mention the brand after 45 days, under linked guarantee terms; this is not an efficacy study.
Archived research · Research dated 2026-10-15; contract terms require confirmationResearch excerpt · Pricing and limits
Manual answer-engine research
Analysts manually research prompts and record mentions, positions, cited pages, and competitors. This may better reflect visible user answers than an opaque API-only claim, but it is slower and operator-dependent.
Transparent visibility score
The documented score weights mention rate, citation rate, and position. It is a statistic over the configured sample, not a universal market share or conventional search ranking.
AEO audit and reviewable fixes
The audit covers AI understanding, content, structured data, technical accessibility, entity signals, and authority. Issues can become implementation jobs, but approval remains part of the documented workflow.
Bounded commercial guarantee
The $99 Sprint is sold as a 45-day one-time engagement with a conditional two-engine mention refund rule. The condition does not establish citation accuracy or business outcomes.
Implementation connections
GitHub is the best-supported implementation path today; Shopify, WordPress, and code upload connections are described as onboarding requests rather than fully automated OAuth integrations.
A focused evaluation workflow
- Run the free website scan.
- Set the brand, prompts, competitors, and engines.
- Review the visibility score, answer evidence, competitors, and audit issues.
- Approve reviewable implementation changes or a pull request.
- Re-run the stable prompt panel and audit after the 45-day engagement.
- Interpret mentions and citations as sampled visibility signals, not revenue proof.
03 / Commercial boundaries
Pricing & limits
Terms below reflect the 2026-10-15 source review, not a new live quote. Confirm currency, billing term, tax and required scope with the provider.
- AI Visibility Sprint
$99 one-time; 45-day engagement with research, audit, prioritized fixes, reviewable implementation, and competitor/prompt/citation tracking.
Archived research · Research dated 2026-10-15; confirm order and guarantee termsResearch excerpt · Pricing and limits- Free access
Official site advertises a free website scan taking about ten seconds; full trial, prompt limits, and retention are not published.
Archived research · Research dated 2026-10-15; confirm current termsResearch excerpt · Quick facts
Your buying checklist
Get these answers first.
- Which exact models, countries, languages, and refresh cadence are included?
- How many prompts, answers, cited URLs, and revisions are included in the $99 Sprint?
- Are raw answers, timestamps, source URLs, and audit history exportable?
- What access and retention terms apply to GitHub, Shopify, WordPress, or code uploads?
- What exactly triggers the refund and what counts as a mention under the guarantee?
Pricing context & qualifications
Research checked 2026-10-15. Official pricing lists a $99 one-time AI Visibility Sprint over 45 days and separates free/paid launch-directory services from the AEO offer. The public pages do not publish complete prompt, model, export, retention, API, or recurring-monitoring terms. Confirm the linked guarantee and order conditions before purchase.
04 / The tradeoffs
Strengths & weaknesses
Reasons to shortlist
- Separates research, audit, implementation, and directory-promotion products.
- Publishes the AI Visibility Score weighting and manual-research boundary.
- Uses reviewable changes rather than claiming unattended publishing.
- Offers a bounded $99 Sprint with a stated conditional refund rule.
Reasons to pause
- Public offer is a managed one-time engagement, not a mature self-serve monitoring subscription.
- No public API specification; the FAQ says research is manual today.
- Model, country, language, prompt-volume, retention, and export limits are not fully published.
- No independent controlled study proves accuracy, repeatability, visibility lift, traffic, or revenue impact.
Managed one-time service with manual analyst research; no checked public API or mature continuous-monitoring terms.
05 / Choose by the job
Alternatives to consider
Editorial fit comparisons—not performance rankings or claims that one option always wins.
Profound ↗
Enterprise answer-engine intelligence and governance.
SE Visible ↗
Monitoring-first workflow from an established SEO suite.
06 / What we can substantiate
Reviews & evidence
Public independent customer feedback is insufficient for a confidence claim. TrustMRR supports the business listing and 2026 startup identity, but no usable product-review sample was found. Confidence is therefore based on official transparency and documented workflow, not customer satisfaction or measured outcomes.
AICiteKit assessment: public-source research, not a hands-on product test. Official materials establish stated scope; reviews are dated and may concern the broader platform. Neither establishes guaranteed citations, traffic or revenue.
Sources & original verification dates
| Source | Evidence type | Checked |
|---|---|---|
| RankVyze pricing and AI Visibility Sprint ↗ | Official pricing page | |
| RankVyze documentation ↗ | Official methodology and product documentation | |
| RankVyze FAQ ↗ | Official capability and limitation page | |
| TrustMRR RankVyze listing ↗ | Independent business listing; not customer or accuracy evidence | |
| CitedIndex RankVyze listing ↗ | Directory discovery source; not quality evidence |
Original review evidence & date context
Preserved from the published research. Dates, review counts and product-scope qualifications below have not been refreshed by this layout migration.
Evidence checked 2026-10-15. Official docs support product existence, manual research, score weighting, audit categories, and reviewable implementation. TrustMRR provides business-listing context but no customer-review sample. No checked source proves citation precision/recall, repeatability, causal visibility lift, incremental traffic, or revenue attribution.
Research notes & unresolved discrepancies
- Official pricing, docs, and FAQ were checked on 2026-10-15.
- TrustMRR was used for business identity context only, not as customer feedback.
- CitedIndex was used for discovery only.
- The Sprint guarantee is a commercial term, not independent efficacy evidence.
Layout migration: October 4, 2026. The original MDX research is retained in the repository; this reorganization does not refresh its factual verification dates.